Claude Code and Linus Torvalds: the Linux patch tradeoffs
Claude Code helped Linus Torvalds explore a Linux memory-management change, write test programs and draft its explanation. The interesting part is i…
Team Management
⚑ Report a ProblemLatest Team Management news from Tech News
All topics
Culture
agents
ai
api
architecture
automation
beginners
career
devchallenge
devops
discuss
javascript
learning
llm
machinelearning
mcp
opensource
productivity
programming
python
react
saas
security
showdev
softwareengineering
startup
testing
tutorial
typescript
webdev
Code Is the New Assembly. Stop Reviewing It.
Code Is the New Assembly. Stop Reviewing It. Gergely Orosz, the voice behind The Pragmatic Engineer with over a million subscribers, recently posted…
AI review benchmarks score the bot. Nobody scores the reader
This week GitHub published ReviewBench , an open benchmark for AI code reviewers. It is careful work: 219 pull requests from 187 open-source reposit…
Optimizing Pull Request Reviews: Balancing Code Volume and Efficiency in AI-Assisted Development
Introduction The rise of AI-assisted development has unleashed a torrent of code, transforming the once-manageable pull request (PR) into a sprawlin…
Your pull request review time is mostly waiting and rework
Time to merge is the number teams quote when they say AI review sped things up. It bundles at least three separate costs, and reading the diff is on…
Copilot code review on Azure Repos needs three admins and it's still limited preview
The Azure DevOps buyer question keeps landing in my inbox: what's the best AI code review tool for Azure Repos? Almost every reviewer in this space…
7 Best Code Review Tools for 2026
Code review tools are changing quickly. Traditional static analysis still matters, but development teams now also need help reviewing larger pull re…
Your engineers are not slow. Your review queue is.
Every team that bought coding agents this year got the same result: the generation side of the shop sped up ten times and the shipping rate barely m…
A code review benchmark that isn't the vendor ranking itself
Ask which AI code review tool is best and the answer you get depends on who is publishing it. The deepsource.com listicle ranks CodeRabbit first and…
Why a PR walkthrough can pass validation and still be hard to read
I made an HTML guide for reading pull requests. When I shared it with coworkers, the visual feedback was encouraging, but I still felt that parts we…
You Have a Review Ceiling. Measure It Before It Measures You.
I sat in on Margaret-Anne Storey's DORA community session last week, and she put a name on the thing I'd been circling since April. It isn't technic…
We talked to 100+ dev teams about how they use AI. Here are some things we learned.
We spent four months talking to more than 100 tech leads, architects, and senior engineers about how their teams actually use AI. Review time is a r…
Codex vs CodeRabbit: Choose the Ownership Boundary, Not the Review Score
I defined the comparison framework and the decision criteria. AI helped re-check the current official documentation and rewrite the Japanese draft f…
Junior AppSec Engineer Overwhelmed by Massive Code Reviews: Strategies for Efficiency and Confidence
Introduction: The Systemic Failure in Application Security Onboarding Consider the scenario of a junior Application Security Engineer tasked with se…
What Senior Engineers Actually Do During Code Reviews (It's Not Just Finding Bugs)
The best code review comment I have learned to leave is not: This has a bug. It is: Should this code exist here at all? A change can be locally corr…
Code Review in the AI Era
One thing I have been thinking about a lot recently is how AI is changing not only the way we write code, but also some of the engineering processes…
AI-Generated Code Review: What Reviewers Should Still Block
I spend less review time fixing awkward AI code than I did a year ago. A strong current model can often rewrite another model's clumsy abstraction i…
Comprehension debt: what AI-written code actually costs
Originally published at fathohm.dev . The term "comprehension debt" is Jason Gorman's, from September 2025, carried by Addy Osmani in March 2026 — t…
You Won’t Know How Much to Delegate to AI Until You Use It Extensively
TL;DR How much you can delegate to AI, and how much human review it needs, depends on the task and the model. Tasks with few possible solutions and…
A PR review agent with 2 comments beats one with 20
A good review agent needs a bias toward silence, a validation pass against its own findings, a context budget, and a definition of "correct" that co…
"My AI engineer has a second AI that tells it NO. Three times, it was right."
Yesterday afternoon I was about to ship a change to a production pipeline. The code was written, tested, deployed to the runtime directory. The nigh…
A Good AI Code Reviewer Knows When to Stay Quiet
A developer added an AI reviewer to a small Node and React project expecting an easy win. At first, the comments looked useful. Then the reviewer st…
Why AI code review hallucinates — and the two gates that fix it
CCA-Audit — open source (MIT) AI code review has a trust problem, and it's not that it misses bugs. It's that it invents them. If you've run an LLM…
AI Code Review That Engineers Actually Trust: The Pipeline We Run on Every Pull Request
Bolting an LLM onto your pull requests is a weekend project. Building AI code review that your engineers don't disable within two weeks is the actua…
AI review debt is the bottleneck nobody's measuring
AI can write 10x more PRs now and the team is still checking them at the same pace as last year. That gap? It's growing every sprint. And almost nob…
The PR Review Canvas – a free interactive checklist for better code reviews
Code review is one of the most valuable activities in software development — but also one of the most inconsistent. I've seen teams where every revi…
Working With AI: What Actually Works For Me
I think a lot of people still imagine AI coding as opening ChatGPT, asking for code, and copy-pasting the result. That's not really how I work anymo…
I stopped trusting Claude's code reviews, so I built a skill that puts my code on trial
Every time I asked Claude to review my branch, I got one of two answers: a cheerful "Looks good! 👍" or a vague list where I couldn't tell a real bug…
Stop Merging Blind: How I Use @code-reviewer Before Every PR
Think about the last time you merged a PR without a proper review. Maybe tests passed. Maybe it looked fine at a glance. Maybe you were moving fast…
Copilot Chat Goes GA in PRs — But Multi-Repo Visibility Is Still Missing
GitHub moved Copilot Chat's richer pull request experience to general availability this week — side-by-side chat with diffs, inline editing, and con…